P99 Blog

Overheard at P99 CONF, Day One: Low-Latency Expert Insights

Only a specialized subset of engineers obsess over long-tail latencies — P99, P999, or even P9999 percentiles — and are truly fascinated by things like: Programming techniques like io_uring, eBPF, and AF_XDP Tracing techniques like OSNoise tracer and Flamegraphs Application-level optimizations like priority scheduling and object compaction Distributed storage system optimizations in Ceph, Crimson, and …

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Hunting a NUMA Performance Bug

Arm-based computers are continuing to make inroads across both personal computing as well as cloud server spaces. From the Arm-based MacBooks you can use during your development stages, to the Graviton2-based instances on AWS, which we recently showed provide better price-performance than similar Intel x86-based instances. Yet Amazon is not the only cloud provider providing …

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Introducing JfrUnit 1.0.0.Alpha1

JfrUnit is an extension to JUnit which allows you to assert JDK Flight Recorder events in your unit tests. This capability opens up a number of interesting use cases in the field of testing JVM-based applications.

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The mystery of kubelet eating CPU and IOPS

System-wide continuous profiling has a habit of turning up performance murder mysteries: The data tells you that something is off in a rather unexpected manner, and an investigation then reveals surprising insights about the deployed systems.

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Modern storage is plenty fast. It is the APIs that are bad.

I have spent almost the entire last decade in a fairly specialized product company, building high performance I/O systems. I had the opportunity to see storage technology evolve rapidly and decisively. Talking about storage and its developments felt like preaching to the choir.

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What We’ve Learned after 6 Years of IO Scheduling

Scheduling requests of any kind always serves one purpose — gain control over priorities of those requests. In the priorities-less system one doesn’t need to schedule; just putting whatever arrives into the queue and waiting when it finishes is enough.

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On Coordinated Omission

Many of us have heard of Coordinated Omission (CO), but few understand what it means, how to mitigate the problem, and why anyone should bother. Or, perhaps, this is the first time you have heard of the term. So let’s begin with a definition of what it is and why you should be concerned about it in your benchmarking.

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P99 Conference Virtual Event 2021

P99 CONF 2021 Agenda Online

P99 CONF is the conference for low-latency high-performance distributed systems. An event by engineers for engineers, P99 CONF brings together speakers from across the tech landscape spanning all aspects, from architecture and design, to the latest techniques in operating systems and development languages, to databases and streaming architectures, to real-time operations and observability. P99 CONF …

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P99 CONF OCT. 23 + 24, 2024

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